from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.774 | 0.025 | 0.0 | 0.017 | -1 | 5 | 0.705 | 2.783 | 0.037 | 6.027 | 0.080 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.774 | 0.025 | 0.0 | 0.017 | -1 | 5 | 0.705 | 0.024 | 0.003 | 700.990 | 80.179 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.296 | 0.008 | 0.0 | 0.296 | -1 | 5 | 1.000 | 2.783 | 0.037 | 0.106 | 0.003 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.296 | 0.008 | 0.0 | 0.296 | -1 | 5 | 1.000 | 0.024 | 0.003 | 12.386 | 1.452 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.483 | 0.015 | 0.0 | 0.017 | 1 | 1 | 0.642 | 1.121 | 0.002 | 15.589 | 0.026 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.483 | 0.015 | 0.0 | 0.017 | 1 | 1 | 0.642 | 0.019 | 0.000 | 913.377 | 23.235 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.302 | 0.011 | 0.0 | 0.302 | 1 | 1 | 1.000 | 1.121 | 0.002 | 0.270 | 0.010 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.302 | 0.011 | 0.0 | 0.302 | 1 | 1 | 1.000 | 0.019 | 0.000 | 15.798 | 0.692 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.221 | 0.023 | 0.0 | 0.017 | 1 | 100 | 0.815 | 2.152 | 0.007 | 8.002 | 0.027 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.221 | 0.023 | 0.0 | 0.017 | 1 | 100 | 0.815 | 0.020 | 0.001 | 851.579 | 21.205 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.291 | 0.005 | 0.0 | 0.291 | 1 | 100 | 1.000 | 2.152 | 0.007 | 0.135 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.291 | 0.005 | 0.0 | 0.291 | 1 | 100 | 1.000 | 0.020 | 0.001 | 14.381 | 0.449 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.086 | 0.034 | 0.0 | 0.017 | -1 | 1 | 0.642 | 1.762 | 0.049 | 9.695 | 0.270 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.086 | 0.034 | 0.0 | 0.017 | -1 | 1 | 0.642 | 0.023 | 0.002 | 757.263 | 58.129 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.299 | 0.005 | 0.0 | 0.299 | -1 | 1 | 1.000 | 1.762 | 0.049 | 0.170 | 0.006 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.299 | 0.005 | 0.0 | 0.299 | -1 | 1 | 1.000 | 0.023 | 0.002 | 13.262 | 1.042 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.808 | 0.034 | 0.0 | 0.017 | -1 | 100 | 0.815 | 2.813 | 0.036 | 5.976 | 0.078 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.808 | 0.034 | 0.0 | 0.017 | -1 | 100 | 0.815 | 0.023 | 0.003 | 720.665 | 88.837 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.298 | 0.004 | 0.0 | 0.298 | -1 | 100 | 1.000 | 2.813 | 0.036 | 0.106 | 0.002 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.298 | 0.004 | 0.0 | 0.298 | -1 | 100 | 1.000 | 0.023 | 0.003 | 12.776 | 1.585 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.771 | 0.016 | 0.0 | 0.017 | 1 | 5 | 0.705 | 2.148 | 0.005 | 7.806 | 0.019 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.771 | 0.016 | 0.0 | 0.017 | 1 | 5 | 0.705 | 0.020 | 0.000 | 829.202 | 17.011 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.302 | 0.004 | 0.0 | 0.302 | 1 | 5 | 1.000 | 2.148 | 0.005 | 0.141 | 0.002 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.302 | 0.004 | 0.0 | 0.302 | 1 | 5 | 1.000 | 0.020 | 0.000 | 14.939 | 0.357 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.532 | 0.020 | 0.0 | 0.004 | -1 | 5 | 0.873 | 2.600 | 0.026 | 1.359 | 0.016 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.532 | 0.020 | 0.0 | 0.004 | -1 | 5 | 0.873 | 0.008 | 0.002 | 427.423 | 99.792 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.238 | 0.004 | 0.0 | 0.238 | -1 | 5 | 1.000 | 2.600 | 0.026 | 0.091 | 0.002 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.238 | 0.004 | 0.0 | 0.238 | -1 | 5 | 1.000 | 0.008 | 0.002 | 28.749 | 6.730 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.536 | 0.009 | 0.0 | 0.004 | 1 | 1 | 0.840 | 1.017 | 0.002 | 3.476 | 0.012 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.536 | 0.009 | 0.0 | 0.004 | 1 | 1 | 0.840 | 0.002 | 0.000 | 2110.145 | 235.383 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.236 | 0.004 | 0.0 | 0.236 | 1 | 1 | 1.000 | 1.017 | 0.002 | 0.232 | 0.004 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.236 | 0.004 | 0.0 | 0.236 | 1 | 1 | 1.000 | 0.002 | 0.000 | 140.832 | 15.916 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.608 | 0.052 | 0.0 | 0.004 | 1 | 100 | 0.883 | 1.998 | 0.002 | 1.806 | 0.026 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.608 | 0.052 | 0.0 | 0.004 | 1 | 100 | 0.883 | 0.003 | 0.000 | 1325.711 | 101.955 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.237 | 0.004 | 0.0 | 0.237 | 1 | 100 | 1.000 | 1.998 | 0.002 | 0.119 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.237 | 0.004 | 0.0 | 0.237 | 1 | 100 | 1.000 | 0.003 | 0.000 | 87.036 | 6.752 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.537 | 0.010 | 0.0 | 0.004 | -1 | 1 | 0.840 | 1.640 | 0.031 | 2.156 | 0.041 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.537 | 0.010 | 0.0 | 0.004 | -1 | 1 | 0.840 | 0.010 | 0.007 | 371.717 | 273.794 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.236 | 0.004 | 0.0 | 0.236 | -1 | 1 | 1.000 | 1.640 | 0.031 | 0.144 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.236 | 0.004 | 0.0 | 0.236 | -1 | 1 | 1.000 | 0.010 | 0.007 | 24.848 | 18.306 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.585 | 0.016 | 0.0 | 0.004 | -1 | 100 | 0.883 | 2.605 | 0.030 | 1.376 | 0.017 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.585 | 0.016 | 0.0 | 0.004 | -1 | 100 | 0.883 | 0.009 | 0.002 | 385.576 | 66.978 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.236 | 0.004 | 0.0 | 0.236 | -1 | 100 | 1.000 | 2.605 | 0.030 | 0.091 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.236 | 0.004 | 0.0 | 0.236 | -1 | 100 | 1.000 | 0.009 | 0.002 | 25.409 | 4.431 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.546 | 0.008 | 0.0 | 0.004 | 1 | 5 | 0.873 | 1.990 | 0.003 | 1.781 | 0.005 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.546 | 0.008 | 0.0 | 0.004 | 1 | 5 | 0.873 | 0.003 | 0.000 | 1311.851 | 87.503 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.238 | 0.004 | 0.0 | 0.238 | 1 | 5 | 1.000 | 1.990 | 0.003 | 0.120 | 0.002 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.238 | 0.004 | 0.0 | 0.238 | 1 | 5 | 1.000 | 0.003 | 0.000 | 88.199 | 6.046 | See | See |
KNeighborsClassifier_kd_tree¶All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.063 | 0.000 | 0.0 | 0.116 | -1 | 1 | 0.962 | 0.467 | 0.006 | 248.697 | 3.089 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.063 | 0.000 | 0.0 | 0.116 | -1 | 1 | 0.962 | 0.003 | 0.000 | 45381.401 | 8215.301 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.549 | 0.064 | 0.0 | 2.549 | -1 | 1 | 1.000 | 0.467 | 0.006 | 5.462 | 0.153 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.549 | 0.064 | 0.0 | 2.549 | -1 | 1 | 1.000 | 0.003 | 0.000 | 996.657 | 182.142 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 112.160 | 0.000 | 0.0 | 0.112 | 1 | 100 | 0.978 | 4.909 | 0.036 | 22.850 | 0.167 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 112.160 | 0.000 | 0.0 | 0.112 | 1 | 100 | 0.978 | 0.005 | 0.001 | 21821.268 | 5113.768 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.571 | 0.068 | 0.0 | 2.571 | 1 | 100 | 1.000 | 4.909 | 0.036 | 0.524 | 0.014 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.571 | 0.068 | 0.0 | 2.571 | 1 | 100 | 1.000 | 0.005 | 0.001 | 500.122 | 117.938 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 113.684 | 0.000 | 0.0 | 0.114 | 1 | 1 | 0.962 | 0.755 | 0.007 | 150.484 | 1.311 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 113.684 | 0.000 | 0.0 | 0.114 | 1 | 1 | 0.962 | 0.001 | 0.000 | 99406.980 | 22714.241 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.588 | 0.120 | 0.0 | 2.588 | 1 | 1 | 1.000 | 0.755 | 0.007 | 3.425 | 0.162 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.588 | 0.120 | 0.0 | 2.588 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2262.633 | 527.559 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 115.280 | 0.000 | 0.0 | 0.115 | -1 | 5 | 0.977 | 0.893 | 0.027 | 129.137 | 3.974 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 115.280 | 0.000 | 0.0 | 0.115 | -1 | 5 | 0.977 | 0.004 | 0.001 | 32165.042 | 5916.950 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.570 | 0.073 | 0.0 | 2.570 | -1 | 5 | 1.000 | 0.893 | 0.027 | 2.879 | 0.121 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.570 | 0.073 | 0.0 | 2.570 | -1 | 5 | 1.000 | 0.004 | 0.001 | 717.006 | 133.477 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 115.522 | 0.000 | 0.0 | 0.116 | 1 | 5 | 0.977 | 1.487 | 0.031 | 77.690 | 1.642 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 115.522 | 0.000 | 0.0 | 0.116 | 1 | 5 | 0.977 | 0.002 | 0.000 | 62065.358 | 16202.314 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.558 | 0.076 | 0.0 | 2.558 | 1 | 5 | 1.000 | 1.487 | 0.031 | 1.720 | 0.063 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.558 | 0.076 | 0.0 | 2.558 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1374.407 | 361.117 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.755 | 0.000 | 0.0 | 0.117 | -1 | 100 | 0.978 | 2.896 | 0.038 | 40.316 | 0.526 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.755 | 0.000 | 0.0 | 0.117 | -1 | 100 | 0.978 | 0.007 | 0.001 | 16874.778 | 3260.522 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.573 | 0.104 | 0.0 | 2.573 | -1 | 100 | 1.000 | 2.896 | 0.038 | 0.888 | 0.038 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.573 | 0.104 | 0.0 | 2.573 | -1 | 100 | 1.000 | 0.007 | 0.001 | 371.808 | 73.392 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.036 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.877 | 0.022 | 0.001 | 1.669 | 0.077 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.036 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.877 | 0.002 | 0.000 | 17.362 | 2.961 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.022 | 0.001 | 0.233 | 0.009 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.427 | 0.410 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.059 | 0.001 | 0.0 | 0.000 | 1 | 100 | 0.914 | 0.034 | 0.000 | 1.711 | 0.018 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.059 | 0.001 | 0.0 | 0.000 | 1 | 100 | 0.914 | 0.001 | 0.000 | 94.897 | 21.591 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 0.000 | 0.034 | 0.000 | 0.150 | 0.004 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 0.000 | 0.001 | 0.000 | 8.311 | 1.899 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.036 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.877 | 0.019 | 0.000 | 1.846 | 0.039 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.036 | 0.001 | 0.0 | 0.000 | 1 | 1 | 0.877 | 0.001 | 0.000 | 60.148 | 14.238 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.019 | 0.000 | 0.262 | 0.008 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.530 | 2.028 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.903 | 0.023 | 0.001 | 1.596 | 0.049 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.903 | 0.002 | 0.000 | 16.971 | 2.695 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.023 | 0.001 | 0.223 | 0.008 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.369 | 0.379 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.903 | 0.021 | 0.000 | 1.780 | 0.035 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.903 | 0.001 | 0.000 | 63.142 | 14.936 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.021 | 0.000 | 0.247 | 0.008 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.764 | 2.086 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.914 | 0.036 | 0.003 | 1.665 | 0.120 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.914 | 0.002 | 0.000 | 28.115 | 5.823 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 0.000 | 0.036 | 0.003 | 0.143 | 0.011 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 0.000 | 0.002 | 0.000 | 2.407 | 0.503 | See | See |
HistGradientBoostingClassifier_best¶All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.462 | 0.028 | 0.002 | 0.0 | 0.818 | 0.107 | 0.001 | 4.33 | 0.261 | See | See |